Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "114"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 114 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 95 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 93 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 114, Node N11:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459912 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.789407 0.829984 0.608788 -0.923997 1.570552 -1.693772 1.188589 -0.234648 0.5226 0.6442 0.4334 nan nan
2459911 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.945039 0.426219 0.603312 -0.514738 4.502967 -1.756637 -0.071341 -0.903386 0.5295 0.6423 0.4333 nan nan
2459910 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.976250 0.499544 0.669617 -0.528133 4.920801 -1.710273 0.523519 -0.806924 0.5328 0.6444 0.4323 nan nan
2459909 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.302224 0.528543 0.644222 -0.747207 3.197429 -1.283331 1.598958 -0.688672 0.5295 0.6438 0.4314 nan nan
2459908 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.655127 0.563374 0.763603 -0.640665 4.246828 -1.216081 1.916979 -0.537657 0.5333 0.6522 0.4298 nan nan
2459907 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.637856 0.679448 0.748221 -0.689385 4.260892 -0.989709 2.671609 -0.518627 0.5314 0.6498 0.4298 nan nan
2459906 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.534341 0.651576 0.666871 -0.196053 5.020534 -0.767505 1.852655 -0.453264 0.5224 0.6406 0.4297 nan nan
2459905 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.223802 0.625252 0.552836 -0.312562 2.627160 -1.140137 3.305933 -0.464402 0.5186 0.6368 0.4340 nan nan
2459904 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.558535 0.598959 1.041397 -0.081471 5.901451 -0.972630 1.468569 -0.597071 0.5088 0.6374 0.4311 nan nan
2459903 not_connected 100.00% 0.00% 0.00% 0.00% - - 6.036610 0.764950 1.277303 -0.277901 6.926359 -1.252088 1.873222 -0.826727 0.5081 0.6412 0.4393 nan nan
2459902 not_connected 100.00% 0.00% 0.00% 0.00% - - 6.434006 0.971008 0.997989 0.026272 5.553119 -1.060911 2.519273 -0.499661 0.5279 0.6426 0.4268 nan nan
2459901 not_connected 100.00% 0.00% 0.00% 0.00% - - 6.436223 0.567657 0.903164 -0.575239 6.101688 -0.841822 2.411278 -0.731497 0.5215 0.6403 0.4277 nan nan
2459900 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.415220 0.382212 0.967749 -0.617413 8.486760 -0.149063 2.293651 -0.677791 0.4719 0.6027 0.3689 nan nan
2459898 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.254375 0.474894 0.862351 -0.497378 4.637429 -1.513033 2.922189 -0.690583 0.5201 0.6445 0.4319 nan nan
2459897 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.293366 0.561314 0.784844 -0.368452 6.874482 -1.637815 1.902380 -0.484356 0.5268 0.6495 0.4286 nan nan
2459896 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.194427 0.581654 1.012186 -0.244747 6.845494 -2.198174 1.989281 -0.614063 0.5310 0.6541 0.4291 nan nan
2459895 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.269009 0.522183 0.932302 0.080984 0.770401 -1.875776 0.098489 -2.195424 0.6816 0.7405 0.2894 nan nan
2459894 not_connected 100.00% 0.00% 0.00% 0.00% - - 6.148914 0.467064 0.435638 -0.453693 4.093328 -1.571997 1.295108 -0.689073 0.5442 0.6517 0.4121 nan nan
2459893 not_connected 100.00% 0.00% 0.00% 0.00% - - 6.661636 0.670483 0.924067 -0.560412 5.622475 -1.864864 2.338826 -0.537330 0.5352 0.6547 0.4188 nan nan
2459892 not_connected 100.00% 0.00% 0.00% 0.00% - - 6.564695 0.591993 1.081547 -0.453698 7.030188 -0.739109 3.061900 -0.743085 0.5338 0.6553 0.4215 nan nan
2459891 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.525733 0.515977 0.856346 -0.325425 4.653433 -1.274421 1.814205 -0.657505 0.5256 0.6458 0.4236 nan nan
2459890 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.783251 0.443875 0.868106 -0.235852 2.248424 -1.945527 2.693898 -0.501898 0.5356 0.6423 0.4176 nan nan
2459889 not_connected 100.00% 0.00% 0.00% 0.00% - - 6.588265 0.604294 0.514425 -0.433540 4.866827 -2.778196 0.957388 -0.874844 0.5416 0.6487 0.4155 nan nan
2459888 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.256151 0.506127 0.971661 -0.127071 4.150579 -1.548719 0.897547 -1.227247 0.5707 0.6716 0.4071 nan nan
2459887 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.739977 0.461515 1.141191 -0.844700 2.283931 -1.394490 1.156610 -0.360069 0.5467 0.6495 0.4198 nan nan
2459886 not_connected 100.00% 0.00% 0.00% 0.00% - - 5.934321 0.578338 1.065312 -0.173328 0.434402 -1.473736 0.714633 -1.385608 0.6437 0.7079 0.3585 nan nan
2459885 not_connected 100.00% 0.00% 0.00% 0.00% - - 9.976955 2.621715 3.962356 20.777696 5.834468 3.655464 1.287150 3.421329 0.6137 0.6901 0.3761 nan nan
2459884 not_connected 100.00% 0.00% 0.00% 0.00% - - 7.362672 3.854452 2.319198 3.912474 2.176820 4.069985 0.593743 -2.861842 0.4895 0.6444 0.4335 nan nan
2459883 not_connected 100.00% 0.00% 0.00% 0.00% - - 10.861089 6.488178 11.885134 37.924228 3.810179 6.647768 2.271415 -5.013536 0.4930 0.6556 0.4311 nan nan
2459882 not_connected 100.00% 100.00% 100.00% 0.00% - - 27.338095 25.018311 81.495557 70.271359 19.122523 20.006650 221.294779 191.664211 0.0257 0.0291 0.0025 nan nan
2459881 not_connected 100.00% 0.00% 0.00% 0.00% - - 10.324114 6.658155 14.440665 49.800331 12.061897 17.582496 3.370948 1.455455 0.5524 0.7090 0.3668 nan nan
2459880 not_connected 100.00% 0.00% 0.00% 0.00% - - 12.720885 7.267264 12.696190 40.425812 4.318995 5.782322 2.003176 -2.926219 0.4831 0.6537 0.4397 nan nan
2459879 not_connected 100.00% 0.00% 0.00% 0.00% - - 6.781476 2.721450 2.517459 1.209308 1.579212 -0.756720 0.882033 -3.367808 0.4512 0.6455 0.4563 nan nan
2459878 not_connected 100.00% 0.00% 0.00% 0.00% - - 11.691610 7.096530 15.610369 49.431211 7.507741 10.103976 3.966605 -5.059550 0.4747 0.6573 0.4456 nan nan

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 114: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 4.789407 0.829984 4.789407 -0.923997 0.608788 -1.693772 1.570552 -0.234648 1.188589

Antenna 114: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 4.945039 0.426219 4.945039 -0.514738 0.603312 -1.756637 4.502967 -0.903386 -0.071341

Antenna 114: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 4.976250 0.499544 4.976250 -0.528133 0.669617 -1.710273 4.920801 -0.806924 0.523519

Antenna 114: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.302224 0.528543 5.302224 -0.747207 0.644222 -1.283331 3.197429 -0.688672 1.598958

Antenna 114: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.655127 5.655127 0.563374 0.763603 -0.640665 4.246828 -1.216081 1.916979 -0.537657

Antenna 114: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.637856 0.679448 5.637856 -0.689385 0.748221 -0.989709 4.260892 -0.518627 2.671609

Antenna 114: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.534341 0.651576 5.534341 -0.196053 0.666871 -0.767505 5.020534 -0.453264 1.852655

Antenna 114: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.223802 0.625252 5.223802 -0.312562 0.552836 -1.140137 2.627160 -0.464402 3.305933

Antenna 114: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Temporal Variability 5.901451 0.598959 5.558535 -0.081471 1.041397 -0.972630 5.901451 -0.597071 1.468569

Antenna 114: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Temporal Variability 6.926359 0.764950 6.036610 -0.277901 1.277303 -1.252088 6.926359 -0.826727 1.873222

Antenna 114: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 6.434006 6.434006 0.971008 0.997989 0.026272 5.553119 -1.060911 2.519273 -0.499661

Antenna 114: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 6.436223 6.436223 0.567657 0.903164 -0.575239 6.101688 -0.841822 2.411278 -0.731497

Antenna 114: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Temporal Variability 8.486760 5.415220 0.382212 0.967749 -0.617413 8.486760 -0.149063 2.293651 -0.677791

Antenna 114: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.254375 0.474894 5.254375 -0.497378 0.862351 -1.513033 4.637429 -0.690583 2.922189

Antenna 114: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Temporal Variability 6.874482 0.561314 5.293366 -0.368452 0.784844 -1.637815 6.874482 -0.484356 1.902380

Antenna 114: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Temporal Variability 6.845494 0.581654 5.194427 -0.244747 1.012186 -2.198174 6.845494 -0.614063 1.989281

Antenna 114: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.269009 5.269009 0.522183 0.932302 0.080984 0.770401 -1.875776 0.098489 -2.195424

Antenna 114: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 6.148914 0.467064 6.148914 -0.453693 0.435638 -1.571997 4.093328 -0.689073 1.295108

Antenna 114: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 6.661636 6.661636 0.670483 0.924067 -0.560412 5.622475 -1.864864 2.338826 -0.537330

Antenna 114: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Temporal Variability 7.030188 0.591993 6.564695 -0.453698 1.081547 -0.739109 7.030188 -0.743085 3.061900

Antenna 114: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.525733 5.525733 0.515977 0.856346 -0.325425 4.653433 -1.274421 1.814205 -0.657505

Antenna 114: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.783251 0.443875 5.783251 -0.235852 0.868106 -1.945527 2.248424 -0.501898 2.693898

Antenna 114: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 6.588265 6.588265 0.604294 0.514425 -0.433540 4.866827 -2.778196 0.957388 -0.874844

Antenna 114: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.256151 0.506127 5.256151 -0.127071 0.971661 -1.548719 4.150579 -1.227247 0.897547

Antenna 114: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.739977 0.461515 5.739977 -0.844700 1.141191 -1.394490 2.283931 -0.360069 1.156610

Antenna 114: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.934321 5.934321 0.578338 1.065312 -0.173328 0.434402 -1.473736 0.714633 -1.385608

Antenna 114: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected nn Power 20.777696 2.621715 9.976955 20.777696 3.962356 3.655464 5.834468 3.421329 1.287150

Antenna 114: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 7.362672 3.854452 7.362672 3.912474 2.319198 4.069985 2.176820 -2.861842 0.593743

Antenna 114: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected nn Power 37.924228 6.488178 10.861089 37.924228 11.885134 6.647768 3.810179 -5.013536 2.271415

Antenna 114: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Temporal Discontinuties 221.294779 25.018311 27.338095 70.271359 81.495557 20.006650 19.122523 191.664211 221.294779

Antenna 114: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected nn Power 49.800331 6.658155 10.324114 49.800331 14.440665 17.582496 12.061897 1.455455 3.370948

Antenna 114: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected nn Power 40.425812 7.267264 12.720885 40.425812 12.696190 5.782322 4.318995 -2.926219 2.003176

Antenna 114: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 6.781476 2.721450 6.781476 1.209308 2.517459 -0.756720 1.579212 -3.367808 0.882033

Antenna 114: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected nn Power 49.431211 7.096530 11.691610 49.431211 15.610369 10.103976 7.507741 -5.059550 3.966605
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